{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8H17bBI3N-vo"
      },
      "source": [
        "\n",
        "\n",
        "## RapidOCR Python Demo\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Download the related files."
      ],
      "metadata": {
        "id": "fkGYZKjb_XmT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://github.com/RapidAI/RapidOCR/releases/download/v1.1.0/required_for_whl_v1.1.0.zip\n",
        "\n",
        "!unzip required_for_whl_v1.1.0.zip && rm required_for_whl_v1.1.0.zip\n",
        "%cd required_for_whl_v1.1.0/resources\n",
        "\n",
        "!mkdir fonts\n",
        "%cd fonts\n",
        "!wget --no-check-certificate \"https://docs.google.com/uc?export=download&id=1evWVX38EFNwTq_n5gTFgnlv8tdaNcyIA\" -O FZYTK.TTF\n",
        "\n",
        "%cd /content/required_for_whl_v1.1.0"
      ],
      "metadata": {
        "id": "LS8r_uk56_Oj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### PIP Install"
      ],
      "metadata": {
        "id": "0qapeJlG6JFJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install rapidocr_onnxruntime"
      ],
      "metadata": {
        "id": "sTB1PsMp6XTT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PDlCLO_CewSk"
      },
      "source": [
        "#### Run as code"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 393
        },
        "id": "bbHGS0emSNTz",
        "outputId": "2a42df96-4962-463d-89fc-0cad8bdcd8d5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "dt_boxes num: 18, elapse: 0.6470327377319336\n",
            "cls num: 18, elapse: 0.07348084449768066\n",
            "rec_res num: 18, elapse: 1.0552184581756592\n",
            "[('正品促销', 0.7986101985177723), ('大桶装更划算', 0.7368737289026611), ('强力去污符合国标', 0.8172478278589098), ('-40深度防冻不结冰', 0.8655969283888433), ('日常价?', 0.6502826035222735), ('直击', 0.5960311095253173), ('10.0起', 0.8231529593634379), ('10.0起', 0.8304102122950328), ('日常价?', 0.5725070595941272), ('底价', 0.5142453710571472), ('5.8', 0.6341951936733383), ('券后价?', 0.6209247708520618), ('惊喜福利不容错过', 0.8640043868070028), ('极速发货', 0.7552512288293567), ('冰点标准', 0.7194759607515063), ('破损就赔', 0.7711991906366077), ('假一赔十', 0.6546663284501758)]\n",
            "The infer result has saved in inference_results/infer_ch_en_num.jpg\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f27dbfa14d0>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "import cv2\n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "from rapidocr_onnxruntime import TextSystem\n",
        "from test_demo import visualize\n",
        "\n",
        "text_sys = TextSystem('config.yaml')\n",
        "\n",
        "image_path = r'test_images/ch_en_num.jpg'\n",
        "img = cv2.imread(image_path)\n",
        "dt_boxes, rec_res = text_sys(img)\n",
        "\n",
        "print(rec_res)\n",
        "visualize(image_path, dt_boxes, rec_res, font_path='resources/fonts/FZYTK.TTF')\n",
        "\n",
        "img = cv2.imread('inference_results/infer_ch_en_num.jpg')\n",
        "plt.imshow(img)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "nzSxM43V9rAL"
      },
      "execution_count": 4,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "Copy of Copy of RapidOCRDemo.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
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